Report Version 2
“Kenny Chen, Maggie Wu, Jessica Yu”
4/16/2021
This HTML attempts to organize all of the cohort summaries in one document. Please click on the different tabs to access information per cohort.
How to read the graphs:
Each node(circle) represents one faculty member
An arrow from node A pointing to node B means node A is mentioning or responding TO node b
Thickness of the arrow represents frequency. Thicker line = more connections.
Terminology:
Most Active Responder: refers to a faculty that comments on posts
Non-responders: refers to faculty that did not respond to other faculty’s posts
Most Popular OP: refers to a faculty that recieved the most responses on their posts
Total interactions: refers to total number of responses
Hubs & Authorities: We might consider a node to be of “high quality” if it links to many high-quality nodes. E.g. a high-quality page might be a “hub” for good content.We might consider a node to be of high quality if many highquality nodes link to it High hub value -> great responder/. High Authority value -> Great OP
Graph density: the ratio of the number of actual connections divided by the number of TOTAL POSSIBLE connections that could have occurred. Value ranges from 0 - 1. Higher density indicates a more well-connected and “sociable” network
Separate Cohorts
Cohort A
Cohort A: Week by Week
## Warning: Removed 38 rows containing missing values (geom_label_repel).
Cohort A: All 6 weeks
Cohort A: Overall Summaries Across 6 Weeks
| Overall | Values |
|---|---|
| Most Active Responder | F.76 |
| # of Non-Responders (Across all weeks) | 10 |
| Most Popular OP | F.125 |
| Total Interactions | 143 |
Cohort A: Faculty Attributes:
| Division | n |
|---|---|
| Humanities and Arts | 25 |
| Social Science | 2 |
| NA | 2 |
| Rank_Condensed | n |
|---|---|
| Visiting | 8 |
| Professor | 7 |
| Assistant Professor | 5 |
| Associate Professor | 4 |
| Lecturer | 3 |
| NA | 2 |
| Division_Var1 | Rate |
|---|---|
| Humanities and Arts | 4.68 |
| NA | 8.50 |
| Social Science | 4.00 |
| Rank_Condensed_Var1 | Rate |
|---|---|
| Visiting | 7.500000 |
| Professor | 5.285714 |
| NA | 8.500000 |
| Assistant Professor | 2.200000 |
| Associate Professor | 2.250000 |
| Lecturer | 2.666667 |
| Division_Var1 | Division_Var2 | n |
|---|---|---|
| Humanities and Arts | Humanities and Arts | 105 |
| NA | Humanities and Arts | 16 |
| Humanities and Arts | Social Science | 8 |
| Social Science | Humanities and Arts | 8 |
| Humanities and Arts | NA | 4 |
| NA | NA | 1 |
| Rank_Condensed_Var1 | Rank_Condensed_Var2 | n |
|---|---|---|
| Visiting | Visiting | 16 |
| Visiting | Professor | 14 |
| Professor | Visiting | 12 |
| Visiting | Associate Professor | 12 |
| Visiting | Assistant Professor | 11 |
Who is most influential? Top 5 faculty
| betweeness | |
|---|---|
| F.76 | 139.63951 |
| F.72 | 117.81838 |
| F.40 | 95.79879 |
| F.125 | 95.67387 |
| Kathy | 36.58907 |
Cohort B
Cohort B: Week by Week
## Warning: Removed 38 rows containing missing values (geom_label_repel).
Cohort B: All 6 weeks
Cohort B: Overall Summaries Across 6 Weeks
| Overall | Values |
|---|---|
| Most Active Responder | F.19 |
| # of Non-Responders (Across all weeks) | 8 |
| Most Popular OP | F.49 |
| Total Interactions | 83 |
Cohort B: Faculty Attributes:
| Division | n |
|---|---|
| Science and Math | 28 |
| Humanities and Arts | 2 |
| Social Science | 2 |
| NA | 2 |
| Rank_Condensed | n |
|---|---|
| Professor | 11 |
| Assistant Professor | 10 |
| Lecturer | 5 |
| Associate Professor | 4 |
| Visiting | 2 |
| NA | 2 |
| Division_Var1 | Rate |
|---|---|
| Science and Math | 2 |
| NA | 7 |
| Social Science | 3 |
| Humanities and Arts | 2 |
| Rank_Condensed_Var1 | Rate |
|---|---|
| Assistant Professor | 2.700000 |
| Professor | 1.545454 |
| NA | 7.000000 |
| Lecturer | 2.600000 |
| Associate Professor | 1.750000 |
| Visiting | 1.000000 |
| Division_Var1 | Division_Var2 | n |
|---|---|---|
| Science and Math | Science and Math | 41 |
| NA | Science and Math | 11 |
| Science and Math | Social Science | 10 |
| Humanities and Arts | Science and Math | 4 |
| Science and Math | Humanities and Arts | 4 |
| Social Science | Science and Math | 3 |
| Social Science | Social Science | 3 |
| NA | Social Science | 2 |
| Science and Math | NA | 1 |
| NA | Humanities and Arts | 1 |
| Rank_Condensed_Var1 | Rank_Condensed_Var2 | n |
|---|---|---|
| Assistant Professor | Professor | 13 |
| Lecturer | Professor | 7 |
| Assistant Professor | Associate Professor | 6 |
| Professor | Lecturer | 5 |
| Assistant Professor | Assistant Professor | 4 |
Who is most influential? Top 5 faculty
| betweeness | |
|---|---|
| F.49 | 101.10000 |
| F.70 | 84.40000 |
| F.67 | 46.66667 |
| F.144 | 45.33333 |
| F.28 | 41.00000 |
Cohort C
Cohort C: Week by Week
## Warning: Removed 38 rows containing missing values (geom_label_repel).
Cohort C: All 6 weeks
Cohort C: Overall Summaries Across 6 Weeks
| Overall | Values |
|---|---|
| Most Active Responder | F.46 |
| # of Non-Responders (Across all weeks) | 13 |
| Most Popular OP | F.27 |
| Total Interactions | 69 |
Cohort C: Faculty Attributes:
| Division | n |
|---|---|
| Humanities and Arts | 15 |
| Social Science | 8 |
| Science and Math | 7 |
| NA | 2 |
| Rank_Condensed | n |
|---|---|
| Professor | 14 |
| Assistant Professor | 8 |
| Visiting | 4 |
| Associate Professor | 3 |
| NA | 2 |
| Lecturer | 1 |
| Division_Var1 | Rate |
|---|---|
| Humanities and Arts | 2.200000 |
| Science and Math | 2.714286 |
| Social Science | 0.875000 |
| NA | 2.500000 |
| Rank_Condensed_Var1 | Rate |
|---|---|
| Professor | 1.714286 |
| Associate Professor | 5.333333 |
| Assistant Professor | 1.625000 |
| Visiting | 1.500000 |
| NA | 2.500000 |
| Division_Var1 | Division_Var2 | n |
|---|---|---|
| Humanities and Arts | Humanities and Arts | 15 |
| Science and Math | Humanities and Arts | 11 |
| Humanities and Arts | Social Science | 10 |
| Humanities and Arts | Science and Math | 7 |
| Science and Math | Science and Math | 4 |
| Science and Math | Social Science | 4 |
| NA | Humanities and Arts | 4 |
| Social Science | Humanities and Arts | 3 |
| Social Science | Social Science | 3 |
| Humanities and Arts | NA | 1 |
| Social Science | NA | 1 |
| NA | Social Science | 1 |
| Rank_Condensed_Var1 | Rank_Condensed_Var2 | n |
|---|---|---|
| Professor | Professor | 16 |
| Associate Professor | Professor | 8 |
| Associate Professor | Assistant Professor | 7 |
| Assistant Professor | Professor | 6 |
| Assistant Professor | Assistant Professor | 5 |
Who is most influential? Top 5 faculty
| betweeness | |
|---|---|
| F.46 | 120.27857 |
| F.111 | 118.42857 |
| F.97 | 60.93333 |
| Megan | 60.63810 |
| F.122 | 28.63810 |
Cohort D
Cohort D: Week by Week
## Warning: Removed 38 rows containing missing values (geom_label_repel).
Cohort D: All 6 weeks
Cohort D: Overall Summaries Across 6 Weeks
| Overall | Values |
|---|---|
| Most Active Responder | F.44 |
| # of Non-Responders (Across all weeks) | 5 |
| Most Popular OP | F.05 |
| Total Interactions | 75 |
Cohort D: Faculty Attributes:
| Division | n |
|---|---|
| Science and Math | 12 |
| Humanities and Arts | 10 |
| Social Science | 8 |
| NA | 1 |
| Rank_Condensed | n |
|---|---|
| Assistant Professor | 11 |
| Professor | 8 |
| Visiting | 7 |
| Associate Professor | 3 |
| Lecturer | 1 |
| NA | 1 |
| Division_Var1 | Rate |
|---|---|
| Science and Math | 2.583333 |
| Humanities and Arts | 2.100000 |
| Social Science | 1.500000 |
| NA | 11.000000 |
| Rank_Condensed_Var1 | Rate |
|---|---|
| Assistant Professor | 2.272727 |
| Professor | 2.625000 |
| Visiting | 1.714286 |
| NA | 11.000000 |
| Associate Professor | 1.333333 |
| Lecturer | 2.000000 |
| Division_Var1 | Division_Var2 | n |
|---|---|---|
| Science and Math | Science and Math | 17 |
| Humanities and Arts | Humanities and Arts | 9 |
| Humanities and Arts | Science and Math | 8 |
| Science and Math | Humanities and Arts | 7 |
| Social Science | Social Science | 7 |
| NA | Science and Math | 6 |
| Science and Math | Social Science | 5 |
| NA | Humanities and Arts | 4 |
| Humanities and Arts | Social Science | 3 |
| Social Science | Humanities and Arts | 3 |
| Science and Math | NA | 2 |
| Humanities and Arts | NA | 1 |
| Social Science | Science and Math | 1 |
| Social Science | NA | 1 |
| NA | Social Science | 1 |
| Rank_Condensed_Var1 | Rank_Condensed_Var2 | n |
|---|---|---|
| Assistant Professor | Assistant Professor | 9 |
| Assistant Professor | Professor | 9 |
| Professor | Professor | 8 |
| Assistant Professor | Visiting | 5 |
| Professor | Assistant Professor | 5 |
Who is most influential? Top 5 faculty
| betweeness | |
|---|---|
| Kathy | 191.29048 |
| F.44 | 140.27500 |
| F.91 | 134.40476 |
| F.17 | 85.33333 |
| F.71 | 76.93571 |
Cohort E
Cohort E: Week by Week
## Warning: Removed 38 rows containing missing values (geom_label_repel).
Cohort E: All 6 weeks
Cohort E: Overall Summaries Across 6 Weeks
| Overall | Values |
|---|---|
| Most Active Responder | F.89 |
| # of Non-Responders (Across all weeks) | 4 |
| Most Popular OP | F.89 |
| Total Interactions | 77 |
Cohort E: Faculty Attributes:
| Division | n |
|---|---|
| Humanities and Arts | 25 |
| Social Science | 3 |
| Science and Math | 1 |
| NA | 1 |
| Rank_Condensed | n |
|---|---|
| Professor | 10 |
| Lecturer | 6 |
| Assistant Professor | 5 |
| Visiting | 5 |
| Associate Professor | 3 |
| NA | 1 |
| Division_Var1 | Rate |
|---|---|
| Humanities and Arts | 2.64 |
| Social Science | 3.00 |
| NA | 2.00 |
| Rank_Condensed_Var1 | Rate |
|---|---|
| Professor | 2.400000 |
| Lecturer | 3.000000 |
| Assistant Professor | 2.600000 |
| Visiting | 2.600000 |
| Associate Professor | 2.333333 |
| NA | 2.000000 |
| Division_Var1 | Division_Var2 | n |
|---|---|---|
| Humanities and Arts | Humanities and Arts | 62 |
| Social Science | Humanities and Arts | 6 |
| Humanities and Arts | Social Science | 3 |
| Social Science | Social Science | 3 |
| NA | Humanities and Arts | 2 |
| Humanities and Arts | Science and Math | 1 |
| Rank_Condensed_Var1 | Rank_Condensed_Var2 | n |
|---|---|---|
| Professor | Professor | 14 |
| Lecturer | Professor | 8 |
| Lecturer | Lecturer | 6 |
| Assistant Professor | Lecturer | 5 |
| Visiting | Professor | 5 |
Who is most influential? Top 5 faculty
| betweeness | |
|---|---|
| F.89 | 116.45238 |
| F.24 | 111.11190 |
| F.35 | 95.67619 |
| F.33 | 77.50000 |
| F.98 | 65.34286 |
ALL COHORT SUMMARY
| Network | Density |
|---|---|
| A | 0.1761084 |
| E | 0.0885057 |
| D | 0.0806452 |
| B | 0.0739750 |
| C | 0.0695565 |
The higher the density, the more “well-connected” the network is. Network A has the highest density. However, overall, these networks are considered to be sparse.
Chats
Chats Over Time
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